{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>1<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#azure\" data-toc-modified-id=\"azure-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>azure</a></span></li><li><span><a href=\"#face++\" data-toc-modified-id=\"face++-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>face++</a></span></li><li><span><a href=\"#腾讯ai\" data-toc-modified-id=\"腾讯ai-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>腾讯ai</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': '948c4a59-74b6-498b-94a0-8767c43450c8',\n",
       "  'faceRectangle': {'top': 118, 'left': 144, 'width': 88, 'height': 88},\n",
       "  'faceAttributes': {'gender': 'male',\n",
       "   'age': 18.0,\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.003,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.813,\n",
       "    'neutral': 0.184,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0}}},\n",
       " {'faceId': '200295a0-3fc4-420c-ad6b-3111a9f18bcc',\n",
       "  'faceRectangle': {'top': 117, 'left': 376, 'width': 64, 'height': 64},\n",
       "  'faceAttributes': {'gender': 'female',\n",
       "   'age': 20.0,\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.001,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.456,\n",
       "    'neutral': 0.542,\n",
       "    'sadness': 0.001,\n",
       "    'surprise': 0.0}}},\n",
       " {'faceId': 'a79e1062-a5f2-4e53-8556-a73aeb518dab',\n",
       "  'faceRectangle': {'top': 41, 'left': 676, 'width': 52, 'height': 52},\n",
       "  'faceAttributes': {'gender': 'male',\n",
       "   'age': 23.0,\n",
       "   'glasses': 'ReadingGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0}}},\n",
       " {'faceId': 'f1ff00d2-423b-4de1-89b3-44046765fce0',\n",
       "  'faceRectangle': {'top': 69, 'left': 445, 'width': 52, 'height': 52},\n",
       "  'faceAttributes': {'gender': 'female',\n",
       "   'age': 21.0,\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0}}},\n",
       " {'faceId': 'eeadd81a-31bf-4e97-990b-ff59788dd1b1',\n",
       "  'faceRectangle': {'top': 95, 'left': 238, 'width': 51, 'height': 51},\n",
       "  'faceAttributes': {'gender': 'female',\n",
       "   'age': 17.0,\n",
       "   'glasses': 'ReadingGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.981,\n",
       "    'neutral': 0.019,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0}}},\n",
       " {'faceId': 'c972f00a-3a26-44ec-b10f-4434070de049',\n",
       "  'faceRectangle': {'top': 94, 'left': 540, 'width': 48, 'height': 48},\n",
       "  'faceAttributes': {'gender': 'female',\n",
       "   'age': 19.0,\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
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       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0}}}]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 先导入为们需要的模块\n",
    "import requests\n",
    "import json\n",
    "KEY = '24655b0092b8488798cf821ce6b91284'  # 输入自己的KEY值\n",
    "BASE_URL = 'https://api-ttg.cognitiveservices.azure.com//face/v1.0/detect' #根据自己组成后的终极地址填入人脸识别的api地址\n",
    "\n",
    "# 沿用API的示范代碼，{subscription key}用KEY代入\n",
    "HEADERS = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': '{}'.format(KEY),\n",
    "}\n",
    "\n",
    "img_url = 'http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg'\n",
    "data = {\n",
    "    'url': '{}'.format(img_url),\n",
    "}\n",
    "payload = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'flase',\n",
    "    'returnFaceAttributes': '{}'.format('age,gender,glasses,emotion'), #年龄、性别、眼镜、情感\n",
    "}\n",
    "# 坑。参考http://docs.python-requests.org/zh_CN/latest/user/quickstart.html  【更加复杂的post请求】\n",
    "# 差別是 string 字串 vs. dict 字典\n",
    "# Azura 使用的是 data = json.dumps(payload) 或 json=payload，data = payload 会出错\n",
    "# json.dumps()是将字典格式转换为json格式\n",
    "#age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise可选参数\n",
    "r = requests.post(BASE_URL, data=json.dumps(data), params=payload, headers=HEADERS)#HTTP post请求 请求参数\n",
    "\n",
    "r.status_code#查看参数回传状态码\n",
    "results = r.json() #将回传数据转化为json格式\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>性别</th>\n",
       "      <th>年龄</th>\n",
       "      <th>眼镜</th>\n",
       "      <th>生气</th>\n",
       "      <th>蔑视</th>\n",
       "      <th>厌恶</th>\n",
       "      <th>恐惧</th>\n",
       "      <th>高兴</th>\n",
       "      <th>平静</th>\n",
       "      <th>伤心</th>\n",
       "      <th>惊讶</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>faceId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>200295a0-3fc4-420c-ad6b-3111a9f18bcc</th>\n",
       "      <td>女性</td>\n",
       "      <td>20.0</td>\n",
       "      <td>没戴眼睛</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.456</td>\n",
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       "    <tr>\n",
       "      <th>a79e1062-a5f2-4e53-8556-a73aeb518dab</th>\n",
       "      <td>男性</td>\n",
       "      <td>23.0</td>\n",
       "      <td>戴眼镜</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
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       "      <th>f1ff00d2-423b-4de1-89b3-44046765fce0</th>\n",
       "      <td>女性</td>\n",
       "      <td>21.0</td>\n",
       "      <td>没戴眼睛</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.000</td>\n",
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       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eeadd81a-31bf-4e97-990b-ff59788dd1b1</th>\n",
       "      <td>女性</td>\n",
       "      <td>17.0</td>\n",
       "      <td>戴眼镜</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.981</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c972f00a-3a26-44ec-b10f-4434070de049</th>\n",
       "      <td>女性</td>\n",
       "      <td>19.0</td>\n",
       "      <td>没戴眼睛</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
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      ],
      "text/plain": [
       "                                      性别    年龄    眼镜   生气     蔑视   厌恶   恐惧  \\\n",
       "faceId                                                                       \n",
       "948c4a59-74b6-498b-94a0-8767c43450c8  男性  18.0  没戴眼睛  0.0  0.003  0.0  0.0   \n",
       "200295a0-3fc4-420c-ad6b-3111a9f18bcc  女性  20.0  没戴眼睛  0.0  0.001  0.0  0.0   \n",
       "a79e1062-a5f2-4e53-8556-a73aeb518dab  男性  23.0   戴眼镜  0.0  0.000  0.0  0.0   \n",
       "f1ff00d2-423b-4de1-89b3-44046765fce0  女性  21.0  没戴眼睛  0.0  0.000  0.0  0.0   \n",
       "eeadd81a-31bf-4e97-990b-ff59788dd1b1  女性  17.0   戴眼镜  0.0  0.000  0.0  0.0   \n",
       "c972f00a-3a26-44ec-b10f-4434070de049  女性  19.0  没戴眼睛  0.0  0.000  0.0  0.0   \n",
       "\n",
       "                                         高兴     平静     伤心   惊讶  \n",
       "faceId                                                          \n",
       "948c4a59-74b6-498b-94a0-8767c43450c8  0.813  0.184  0.000  0.0  \n",
       "200295a0-3fc4-420c-ad6b-3111a9f18bcc  0.456  0.542  0.001  0.0  \n",
       "a79e1062-a5f2-4e53-8556-a73aeb518dab  1.000  0.000  0.000  0.0  \n",
       "f1ff00d2-423b-4de1-89b3-44046765fce0  1.000  0.000  0.000  0.0  \n",
       "eeadd81a-31bf-4e97-990b-ff59788dd1b1  0.981  0.019  0.000  0.0  \n",
       "c972f00a-3a26-44ec-b10f-4434070de049  1.000  0.000  0.000  0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd #导入pandas库 \n",
    "df_ax = pd.json_normalize(results)# 升级pandas才能运行\n",
    "df_ax = df_ax.rename ( columns = {\"faceAttributes.gender\":\"性别\", \n",
    "                       \"faceAttributes.age\":\"年龄\",\n",
    "                       \"faceAttributes.glasses\":\"眼镜\",\n",
    "                       \"faceAttributes.emotion.anger\":\"生气\",\n",
    "                       \"faceAttributes.emotion.contempt\":\"蔑视\",\n",
    "                       \"faceAttributes.emotion.disgust\":\"厌恶\",\n",
    "                       \"faceAttributes.emotion.fear\":\"恐惧\",\n",
    "                       \"faceAttributes.emotion.happiness\":\"高兴\",\n",
    "                       \"faceAttributes.emotion.neutral\":\"平静\",\n",
    "                       \"faceAttributes.emotion.sadness\":\"伤心\",\n",
    "                       \"faceAttributes.emotion.surprise\":\"惊讶\",} )\n",
    "df_ax = df_ax.set_index('faceId')\n",
    "df_ax = df_ax.iloc[:,4:]\n",
    "df_ax.replace({\"male\":\"男性\",\n",
    "               \"female\":\"女性\",\n",
    "              \"NoGlasses\":\"没戴眼睛\",\n",
    "              \"ReadingGlasses\":\"戴眼镜\",})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### face++"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>face_token</th>\n",
       "      <th>face_rectangle.top</th>\n",
       "      <th>face_rectangle.left</th>\n",
       "      <th>face_rectangle.width</th>\n",
       "      <th>face_rectangle.height</th>\n",
       "      <th>attributes.gender.value</th>\n",
       "      <th>attributes.age.value</th>\n",
       "      <th>attributes.smile.value</th>\n",
       "      <th>attributes.smile.threshold</th>\n",
       "      <th>attributes.emotion.anger</th>\n",
       "      <th>attributes.emotion.disgust</th>\n",
       "      <th>attributes.emotion.fear</th>\n",
       "      <th>attributes.emotion.happiness</th>\n",
       "      <th>attributes.emotion.neutral</th>\n",
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       "      <th>attributes.emotion.surprise</th>\n",
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       "      <th>0</th>\n",
       "      <td>c062a78c00af4369d10a81c6b0109ac1</td>\n",
       "      <td>123</td>\n",
       "      <td>138</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Male</td>\n",
       "      <td>23.0</td>\n",
       "      <td>99.995</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.059</td>\n",
       "      <td>0.059</td>\n",
       "      <td>42.294</td>\n",
       "      <td>52.431</td>\n",
       "      <td>4.920</td>\n",
       "      <td>0.179</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5cec8407e7540e6fb9197b5ecaac8059</td>\n",
       "      <td>122</td>\n",
       "      <td>373</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>Female</td>\n",
       "      <td>37.0</td>\n",
       "      <td>98.866</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.169</td>\n",
       "      <td>7.280</td>\n",
       "      <td>0.138</td>\n",
       "      <td>17.689</td>\n",
       "      <td>8.067</td>\n",
       "      <td>66.519</td>\n",
       "      <td>0.138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c592ac4b4a606c5ff0eb24ad776fb60f</td>\n",
       "      <td>46</td>\n",
       "      <td>675</td>\n",
       "      <td>54</td>\n",
       "      <td>54</td>\n",
       "      <td>Male</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>99.996</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01d5c4c2a456af6bbc25bd3c9566c23c</td>\n",
       "      <td>98</td>\n",
       "      <td>235</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>Female</td>\n",
       "      <td>22.0</td>\n",
       "      <td>99.997</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.000</td>\n",
       "      <td>99.990</td>\n",
       "      <td>0.009</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>f76512d672f5fc4e34a31665f9e2918b</td>\n",
       "      <td>75</td>\n",
       "      <td>444</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>Female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>99.999</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.027</td>\n",
       "      <td>99.933</td>\n",
       "      <td>0.027</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>163403a24226c205c5555eeb66c8078d</td>\n",
       "      <td>98</td>\n",
       "      <td>537</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         face_token  face_rectangle.top  face_rectangle.left  \\\n",
       "0  c062a78c00af4369d10a81c6b0109ac1                 123                  138   \n",
       "1  5cec8407e7540e6fb9197b5ecaac8059                 122                  373   \n",
       "2  c592ac4b4a606c5ff0eb24ad776fb60f                  46                  675   \n",
       "3  01d5c4c2a456af6bbc25bd3c9566c23c                  98                  235   \n",
       "4  f76512d672f5fc4e34a31665f9e2918b                  75                  444   \n",
       "5  163403a24226c205c5555eeb66c8078d                  98                  537   \n",
       "\n",
       "   face_rectangle.width  face_rectangle.height attributes.gender.value  \\\n",
       "0                    90                     90                    Male   \n",
       "1                    65                     65                  Female   \n",
       "2                    54                     54                    Male   \n",
       "3                    53                     53                  Female   \n",
       "4                    52                     52                  Female   \n",
       "5                    48                     48                     NaN   \n",
       "\n",
       "   attributes.age.value  attributes.smile.value  attributes.smile.threshold  \\\n",
       "0                  23.0                  99.995                        50.0   \n",
       "1                  37.0                  98.866                        50.0   \n",
       "2                  23.0                 100.000                        50.0   \n",
       "3                  22.0                  99.997                        50.0   \n",
       "4                  28.0                  99.999                        50.0   \n",
       "5                   NaN                     NaN                         NaN   \n",
       "\n",
       "   attributes.emotion.anger  attributes.emotion.disgust  \\\n",
       "0                     0.059                       0.059   \n",
       "1                     0.169                       7.280   \n",
       "2                     0.000                       0.000   \n",
       "3                     0.000                       0.001   \n",
       "4                     0.001                       0.001   \n",
       "5                       NaN                         NaN   \n",
       "\n",
       "   attributes.emotion.fear  attributes.emotion.happiness  \\\n",
       "0                    0.059                        42.294   \n",
       "1                    0.138                        17.689   \n",
       "2                    0.000                        99.996   \n",
       "3                    0.000                        99.990   \n",
       "4                    0.027                        99.933   \n",
       "5                      NaN                           NaN   \n",
       "\n",
       "   attributes.emotion.neutral  attributes.emotion.sadness  \\\n",
       "0                      52.431                       4.920   \n",
       "1                       8.067                      66.519   \n",
       "2                       0.001                       0.002   \n",
       "3                       0.009                       0.000   \n",
       "4                       0.027                       0.010   \n",
       "5                         NaN                         NaN   \n",
       "\n",
       "   attributes.emotion.surprise  \n",
       "0                        0.179  \n",
       "1                        0.138  \n",
       "2                        0.001  \n",
       "3                        0.000  \n",
       "4                        0.001  \n",
       "5                          NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1、先导入为们需要的模块\n",
    "import requests\n",
    "\n",
    "\n",
    "api_secret = \"jSBtzkj7qmzcBq7pB5Q5arTlvpqYnMzx\"\n",
    "# 2、输入我们API_Key\n",
    "api_key = 'WtpCm2gKYCSrIxyhtto1InzMGwmpx1FZ'  # Replace with a valid Subscription Key here.\n",
    "\n",
    "\n",
    "# 3、目标url\n",
    "# 这里也可以使用本地图片 例如：filepath =\"image/tupian.jpg\"\n",
    "BASE_URL = 'https://api-cn.faceplusplus.com/facepp/v3/detect' \n",
    "img_url = 'http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg'\n",
    "\n",
    "# 4、沿用API文档的示范代码,准备我们的headers和图片(数据)\n",
    "\n",
    "headers = {\n",
    "    'Content-Type': 'application/json',\n",
    "}\n",
    "\n",
    "# 5、准备symbol ? 后面的数据\n",
    "\n",
    "payload = {\n",
    "    \"image_url\":img_url,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'return_attributes':'gender,age,smiling,emotion', \n",
    "}\n",
    "\n",
    "#  6、requests发送我们请求\n",
    "r = requests.post(BASE_URL, params=payload, headers=headers)\n",
    "\n",
    "r.status_code\n",
    "r.json()\n",
    "results = r.json()\n",
    "results\n",
    "\n",
    "face_pd = pd.json_normalize(results,record_path='faces')\n",
    "face_pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 腾讯ai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ret': 16389,\n",
       " 'msg': 'no auth',\n",
       " 'data': {'image_width': 0, 'image_height': 0, 'face_list': []}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import hashlib  \n",
    "import time  \n",
    "import random  \n",
    "import string\n",
    "import requests  \n",
    "import base64  \n",
    "import requests\n",
    "#import cv2\n",
    "import numpy as np\n",
    "from urllib.parse import urlencode\n",
    "import json #用于post后得到的字符串到字典的转换\n",
    "\n",
    "app_id = '2132951745' \n",
    "app_key = 'U5IhOhY622cSpiPK'\n",
    "\n",
    "'''\n",
    "        腾讯openai鉴权签名计算步骤：（摘抄自官网）\n",
    "            用于计算签名的参数在不同接口之间会有差异，但算法过程固定如下4个步骤。\n",
    "        1 将<key, value>请求参数对按key进行字典升序排序，得到有序的参数对列表N\n",
    "        2 将列表N中的参数对按URL键值对的格式拼接成字符串，得到字符串T（如：key1=value1&key2=value2），URL键值拼接过程value部分需要URL编码，URL编码算法用大写字母，例如%E8，而不是小写%e8\n",
    "        3 将应用密钥以app_key为键名，组成URL键值拼接到字符串T末尾，得到字符串S（如：key1=value1&key2=value2&app_key=密钥)\n",
    "        4 对字符串S进行MD5运算，将得到的MD5值所有字符转换成大写，得到接口请求签名\n",
    "'''\n",
    "def get_params(img):                         #鉴权计算并返回请求参数\n",
    "    #请求时间戳（秒级），用于防止请求重放（保证签名5分钟有效\n",
    "    time_stamp=str(int(time.time())) \n",
    "    #请求随机字符串，用于保证签名不可预测,16代表16位\n",
    "    nonce_str = ''.join(random.sample(string.ascii_letters + string.digits, 16))\n",
    "\n",
    "    params = {'app_id':app_id,                #请求包，需要根据不同的任务修改，基本相同\n",
    "              'image':img,                    #文字类的任务可能是‘text’，由主函数传递进来\n",
    "              'mode':'0' ,                    #身份证件类可能是'card_type'\n",
    "              'time_stamp':time_stamp,        #时间戳，都一样\n",
    "              'nonce_str':nonce_str,          #随机字符串，都一样\n",
    "              #'sign':''                      #签名不参与鉴权计算，只是列出来示意\n",
    "             }\n",
    "\n",
    "    sort_dict= sorted(params.items(), key=lambda item:item[0], reverse = False)  #字典排序\n",
    "    sort_dict.append(('app_key',app_key))   #尾部添加appkey\n",
    "    rawtext= urlencode(sort_dict).encode()  #urlencod编码\n",
    "    sha = hashlib.md5()    \n",
    "    sha.update(rawtext)\n",
    "    md5text= sha.hexdigest().upper()        #MD5加密计算\n",
    "    params['sign']=md5text                  #将签名赋值到sign\n",
    "    return  params                          #返回请求包\n",
    "\n",
    "\n",
    "with open(r\"C:\\Users\\25408\\Desktop\\1.jpg\",\"rb\") as f:\n",
    "    # b64encode是编码，b64decode是解码\n",
    "    base64_data = base64.b64encode(f.read())\n",
    "    # base64.b64decode(base64data)\n",
    "    \n",
    "# base64_data =pic_str\n",
    "\n",
    "#用opencv读入图片\n",
    "# frame=cv2.imread('e:/python/dlib/r3.jpg')\n",
    "# nparry_encode = cv2.imencode('.jpg', frame)[1]\n",
    "# data_encode = np.array(nparry_encode)\n",
    "# img = base64.b64encode(data_encode)    #得到API可以识别的字符串\n",
    "\n",
    "params = get_params(base64_data)    #获取鉴权签名并获取请求参数\n",
    "\n",
    "url = \"https://api.ai.qq.com/fcgi-bin/face/face_detectface\"  # 人脸分析\n",
    "#检测给定图片（Image）中的所有人脸（Face）的位置和相应的面部属性。位置包括（x, y, w, h），面部属性包括性别（gender）, 年龄（age）, 表情（expression）, 魅力（beauty）, 眼镜（glass）和姿态（pitch，roll，yaw）   \n",
    "res = requests.post(url,params).json()\n",
    "res\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io\n",
    "image = io.imread(img_url)\n",
    "io.imshow(image)\n",
    "# io.show()\n",
    "# base64_data=base64.b64encode(image)\n",
    "type(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": "1",
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "1",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
